{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "dCqERqYRZy6j"
   },
   "source": [
    "# Adaptive Masked Proxies\n",
    "This notebook describes how to infer through our model .\n",
    "\n",
    "![alt text](https://raw.githubusercontent.com/MSiam/AdaptiveMaskedProxies/master/figures/adapproxy.png) \n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 142
    },
    "colab_type": "code",
    "id": "o4S12m2Qcwtv",
    "outputId": "429a8330-efcb-44db-b71c-c4c96a0a0203"
   },
   "outputs": [],
   "source": [
    "!git clone https://github.com/MSiam/AdaptiveMaskedProxies.git\n",
    "\n",
    "!pip install torch==0.4.1\n",
    "!pip install torchvision==0.2.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "TfCHlQ_IcQOs"
   },
   "source": [
    "## Few-shot Segmentation (PASCAL-5i )\n",
    "\n",
    "PASCAL VOC has 20 classes + Background\n",
    "\n",
    "We have a model trained on 16 classes only (15 + Background) for classes outside fold 0.\n",
    "\n",
    "Fold 0 Classes are: \n",
    "* aeroplane\n",
    "* bicycle\n",
    "* bird\n",
    "* boat\n",
    "* bottle\n",
    "\n",
    "The model is trained on all other classes except these 5 classes. \n",
    "We will then try to learn to segment an extra new class from these 5.\n",
    "\n",
    "One example lets learn to segment class boat from only one labelled sample.\n",
    "\n",
    "1-way 1-shot setup."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 323
    },
    "colab_type": "code",
    "id": "UXwh8ZMDcS3s",
    "outputId": "bd0eb4eb-73a6-4229-ad24-bfa68072ab91"
   },
   "outputs": [],
   "source": [
    "# Download weights\n",
    "!wget https://github.com/moh3th1/Semantic-segmentation-models/releases/download/1.0/dilated_fcn8s_pascal_best_model.pkl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "cRMD0EQPhFHF"
   },
   "outputs": [],
   "source": [
    "import torch.nn as nn                                                                                                                                                                                                                  \n",
    "import torch.nn.functional as F\n",
    "import torch\n",
    "import numpy as np\n",
    "import cv2\n",
    "from collections import OrderedDict\n",
    "import matplotlib.pyplot as plt   \n",
    "from torchvision import transforms\n",
    "torch.backends.cudnn.benchmark = True\n",
    "\n",
    "'''\n",
    "Transforms the input numpy array to torch tensor and performs normalization\n",
    "'''\n",
    "def transform(img):\n",
    "    tf = transforms.Compose([transforms.ToTensor(),\n",
    "                             transforms.Normalize([0.485, 0.456, 0.406],\n",
    "                                                  [0.229, 0.224, 0.225])])\n",
    "        \n",
    "\n",
    "    img = tf(img)\n",
    "    return img               \n",
    "\n",
    "'''\n",
    "Creates dictionary of weights works with saved torch.nn.DataParallel\n",
    "'''\n",
    "def convert_state_dict(state_dict):\n",
    "    new_state_dict = OrderedDict()\n",
    "    for k, v in state_dict.items():\n",
    "        name = k[7:]  # remove `module.`\n",
    "        new_state_dict[name] = v  \n",
    "    return new_state_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "cYIdU5ETcVvx",
    "outputId": "36e2dfe0-51b4-4afe-d666-01b11e2e3486"
   },
   "outputs": [
    {
     "data": {
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b80EG/zI/lzF9BqYd5HcD69pfr08ELge2Tbmnl8o2YGPb3shg3fhI/cPtr9bnA08N/adXlzL46n09sLeqvjh0aCauQZIz2jdxkryKwd8H9jII9A+2Yc+f/5Hr8kHge9UWSntUVddU1ZqqOpPBZ/x7VfXXzMj8AZK8JsnJR7aB9wK7Gddn4GXwB4BLgJ8yWDP822n3M6E5fh04ADzDYK1rE4M1vx3AQ8DtwGltbBjcyfMz4H5gbtr9j2H+72KwPngfsKs9LpmVawD8OfCjNv/dwN+1+huBu4B54D+AFa1+Utufb8ffOO05jPFaXADcOmvzb3P9cXvsOZJ14/oM+MtOSerctJdWJEkjMsglqXMGuSR1ziCXpM4Z5JLUOYNckjpnkEtS5wxySerc/wNqq2xcBdFQnQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd154b522e8>"
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     "metadata": {
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     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd154acd940>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd1be66a710>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd1be6502e8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import sys\n",
    "sys.path.insert(0, 'AdaptiveMaskedProxies/')\n",
    "from ptsemseg.models.reduced_fcn import reduced_fcn8s\n",
    "\n",
    "# Create Model\n",
    "model = reduced_fcn8s(n_classes=16)\n",
    "\n",
    "# Load Weights\n",
    "device = torch.device(\"cuda\")\n",
    "state = convert_state_dict(torch.load('dilated_fcn8s_pascal_best_model.pkl')['model_state'])\n",
    "model.load_state_dict(state)\n",
    "model.eval()\n",
    "model.to(device)\n",
    "\n",
    "# Load Support Image and Label\n",
    "sprt_img = cv2.imread('AdaptiveMaskedImprinting/samples/sprt_img.jpeg')\n",
    "sprt_lbl = cv2.imread('AdaptiveMaskedImprinting/samples/sprt_gt.png', 0)\n",
    "sprt_lbl[sprt_lbl==4] = 16\n",
    "\n",
    "# Load query image\n",
    "img = cv2.imread('AdaptiveMaskedImprinting/samples/qry_img.jpeg')\n",
    "\n",
    "# Create copies for visualization\n",
    "original_img = img.copy()\n",
    "original_sprt = sprt_img.copy()\n",
    "original_gt = sprt_lbl.copy()\n",
    "\n",
    "# preprocessing\n",
    "\n",
    "img = transform(img).unsqueeze(0)\n",
    "img = img.to(device)\n",
    "\n",
    "sprt_img = transform(sprt_img).unsqueeze(0)\n",
    "sprt_img = sprt_img.to(device)\n",
    "\n",
    "sprt_lbl = torch.from_numpy(np.array(sprt_lbl)).long()\n",
    "sprt_lbl[sprt_lbl == 255] = 0\n",
    "sprt_lbl = sprt_lbl.to(device).unsqueeze(0)\n",
    "\n",
    "# Infer on img\n",
    "model.imprint([sprt_img], [sprt_lbl], alpha=0.25821)\n",
    "outputs = model(img)\n",
    "pred = outputs.data.max(1)[1].cpu().numpy()\n",
    "\n",
    "# Visualize Prediction\n",
    "plt.figure(3);plt.imshow(original_sprt[:,:,::-1]);\n",
    "plt.figure(4);plt.imshow(original_gt)\n",
    "plt.figure(2);plt.imshow(original_img[:,:,::-1]);\n",
    "plt.figure(1);plt.imshow(pred[0]);plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Nl3RflP3arXZ"
   },
   "source": [
    "## Few-shot Semantic Part Segmentation (LfW)\n",
    "\n",
    "Experiments on performing inference on the Learning from Wild faces dataset.\n",
    "\n",
    "Our model is pretrained on PASCAL VOC dataset which includes the class Person.\n",
    "\n",
    "However we adapt the model to segment the hair/face classes from LfW dataset.\n",
    "\n",
    "2-way 1-shot setup\n",
    "\n",
    "We perform few modifications on the model, a cleaned up code to merge semantic part segmentation with the main repo will be released soon.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Und_y3bvqFjV"
   },
   "source": [
    "* Helper Functions for masked average pooling without adaptation.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "45fIJ_mBqJ9z"
   },
   "outputs": [],
   "source": [
    "def compute_weight(embeddings, nclasses, labels, original_weight):\n",
    "\n",
    "    imp_weight = embeddings.mean(0).squeeze()\n",
    "\n",
    "    # Add imprinted weights for -ve samples that occurred in support image\n",
    "    for c in range(nclasses):\n",
    "        if len(labels[labels==c]) != 0:\n",
    "            temp = original_weight[c, ...].squeeze()\n",
    "            temp = imp_weight[c]\n",
    "            if temp.norm(p=2) != 0:\n",
    "                temp = temp / temp.norm(p=2)\n",
    "            original_weight[c, ...] = temp.unsqueeze(1).unsqueeze(1)\n",
    "    \n",
    "    return original_weight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "SDpwE5tcpN36"
   },
   "outputs": [],
   "source": [
    "from ptsemseg.models.utils import masked_embeddings\n",
    "\n",
    "class reduced_fcn8s(nn.Module):\n",
    "    def __init__(self, n_classes=21):\n",
    "        super(reduced_fcn8s, self).__init__()\n",
    "        self.n_classes = n_classes\n",
    "        self.score_channels = [512, 256]\n",
    "        \n",
    "        # Encoder: Feature Extraction VGG-16\n",
    "        self.create_encoder()\n",
    "        \n",
    "        self.conv_block4 = nn.Sequential(\n",
    "            nn.Conv2d(256, 512, 3, padding=1),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.Conv2d(512, 512, 3, padding=1),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.Conv2d(512, 512, 3, dilation=2, padding=2),\n",
    "            nn.ReLU(inplace=True), \n",
    "        )   \n",
    "            \n",
    "        self.conv_block5 = nn.Sequential(\n",
    "            nn.Conv2d(512, 512, 3, dilation=2, padding=2),\n",
    "            nn.ReLU(inplace=True), \n",
    "            nn.Conv2d(512, 512, 3, dilation=4, padding=4),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.Conv2d(512, 512, 3, dilation=4, padding=4),\n",
    "            nn.ReLU(inplace=True),                                                                                                                                                                                                     \n",
    "        )\n",
    "        # Decoder\n",
    "        self.fconv_block = nn.Sequential(nn.Conv2d(512, 256, 1))\n",
    "        self.classifier = nn.Sequential(\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.Dropout2d(),\n",
    "            nn.Conv2d(256, self.n_classes, 1, bias=False),\n",
    "        )\n",
    "        self.score_pool4 = nn.Conv2d(512, self.n_classes, 1, bias=False)\n",
    "        self.score_pool3 = nn.Conv2d(256, self.n_classes, 1, bias=False)\n",
    "    \n",
    "     # Creates a VGG16 backbone\n",
    "    def create_encoder(self):\n",
    "        self.conv_block1 = nn.Sequential(\n",
    "            nn.Conv2d(3, 64, 3, padding=1),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.Conv2d(64, 64, 3, padding=1),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.MaxPool2d(2, stride=2, ceil_mode=True),\n",
    "        )   \n",
    "        self.conv_block2 = nn.Sequential(\n",
    "            nn.Conv2d(64, 128, 3, padding=1),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.Conv2d(128, 128, 3, padding=1),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.MaxPool2d(2, stride=2, ceil_mode=True),\n",
    "        )   \n",
    "        self.conv_block3 = nn.Sequential(\n",
    "            nn.Conv2d(128, 256, 3, padding=1),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.Conv2d(256, 256, 3, padding=1),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.Conv2d(256, 256, 3, padding=1),\n",
    "            nn.ReLU(inplace=True),                                                                                                                                                                                                     \n",
    "            nn.MaxPool2d(2, stride=2, ceil_mode=True),\n",
    "        )   \n",
    "        \n",
    "    def forward(self, x):\n",
    "        # Extract Features \n",
    "        conv1 = self.conv_block1(x)\n",
    "        conv2 = self.conv_block2(conv1)\n",
    "        conv3 = self.conv_block3(conv2)\n",
    "        conv4 = self.conv_block4(conv3)\n",
    "        conv5 = self.conv_block5(conv4)\n",
    "        fconv = self.fconv_block(conv5)\n",
    "        \n",
    "        # Compute probability maps\n",
    "        score = self.classifier(fconv)\n",
    "        score_pool4 = self.score_pool4(conv4)\n",
    "        score_pool3 = self.score_pool3(conv3)\n",
    "        \n",
    "        score = F.upsample(score, score_pool4.size()[2:])\n",
    "        score += score_pool4\n",
    "        score = F.upsample(score, score_pool3.size()[2:])\n",
    "        score += score_pool3\n",
    "        out = F.upsample(score, x.size()[2:])\n",
    "        \n",
    "        return out\n",
    "\n",
    "    def extract(self, x, label):\n",
    "        conv1 = self.conv_block1(x)\n",
    "        conv2 = self.conv_block2(conv1)\n",
    "        conv3 = self.conv_block3(conv2)\n",
    "        conv4 = self.conv_block4(conv3)\n",
    "        conv5 = self.conv_block5(conv4)\n",
    "        fconv = self.fconv_block(conv5)\n",
    "        \n",
    "        fconv_pooled = masked_embeddings(fconv.shape, label, fconv,\n",
    "                                         self.n_classes)\n",
    "        conv3_pooled = masked_embeddings(conv3.shape, label, conv3,\n",
    "                                         self.n_classes)\n",
    "        conv4_pooled = masked_embeddings(conv4.shape, label, conv4,\n",
    "                                         self.n_classes)\n",
    "                                         \n",
    "        return fconv_pooled, conv4_pooled, conv3_pooled\n",
    "      \n",
    "    def imprint(self, images, labels, ncls):\n",
    "        self.n_classes = ncls\n",
    "        with torch.no_grad():\n",
    "            embeddings = None\n",
    "            for ii, ll in zip(images, labels):\n",
    "                #ii = ii.unsqueeze(0)\n",
    "                ll = ll[0]\n",
    "                if embeddings is None:\n",
    "                    embeddings, early_embeddings, vearly_embeddings = self.extract(ii, ll)\n",
    "                else:\n",
    "                    embeddings_, early_embeddings_, vearly_embeddings_ = self.extract(ii, ll)\n",
    "                    embeddings = torch.cat((embeddings, embeddings_), 0)\n",
    "                    early_embeddings = torch.cat((early_embeddings, early_embeddings_), 0)\n",
    "                    vearly_embeddings = torch.cat((vearly_embeddings, vearly_embeddings_), 0)\n",
    "\n",
    "            # Imprint weights for last score layer\n",
    "            nchannels = embeddings.shape[2]\n",
    "            device = torch.device(\"cuda\")\n",
    "\n",
    "            self.classifier[2] = nn.Conv2d(nchannels, self.n_classes, 1, bias=False)\n",
    "\n",
    "            weight = compute_weight(embeddings, self.n_classes, labels,\n",
    "                                         self.classifier[2].weight.data)\n",
    "            self.classifier[2].weight.data = weight.cuda()\n",
    "            \n",
    "            self.score_pool4 = nn.Conv2d(self.score_channels[0], self.n_classes, 1, bias=False)\n",
    "\n",
    "            weight4 = compute_weight(early_embeddings, self.n_classes, labels,\n",
    "                                     self.score_pool4.weight.data)\n",
    "            self.score_pool4.weight.data = weight4.cuda()\n",
    "            \n",
    "\n",
    "            self.score_pool3 = nn.Conv2d(self.score_channels[1], self.n_classes, 1, bias=False)\n",
    "            \n",
    "            weight3 = compute_weight(vearly_embeddings, self.n_classes, labels,\n",
    "                                     self.score_pool3.weight.data)\n",
    "            self.score_pool3.weight.data = weight3.cuda()\n",
    "            \n",
    "            assert self.classifier[2].weight.is_cuda\n",
    "            assert self.score_pool3.weight.is_cuda\n",
    "            assert self.score_pool4.weight.is_cuda\n",
    "            assert self.score_pool3.weight.data.shape[1] == self.score_channels[1]\n",
    "            assert self.classifier[2].weight.data.shape[1] == 256\n",
    "            assert self.score_pool4.weight.data.shape[1] == self.score_channels[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Pm9FrrXzqgHc"
   },
   "source": [
    "Downloading Weights.\n",
    "\n",
    "Inferring through model with support set and query image from LfW dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 53
    },
    "colab_type": "code",
    "id": "M4cmjOTuvmh5",
    "outputId": "4202e776-16df-471c-d4a2-46ef17286e55"
   },
   "outputs": [],
   "source": [
    "\n",
    "from google_drive_downloader import GoogleDriveDownloader as gdd\n",
    "import os\n",
    "\n",
    "gdd.download_file_from_google_drive(file_id='1iYu4mqE4MGJ3uCpyfyxH1coSTjDPpZz0',\n",
    "                                    dest_path='./reddilated_fcn8s_pascal_all.zip',\n",
    "                                    unzip=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "H3aduD_aqlmv",
    "outputId": "79d4ac54-df31-4b4b-b0fe-465bd389a587"
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.insert(0, 'AdaptiveMaskedProxies/')\n",
    "\n",
    "# Create Model\n",
    "model = reduced_fcn8s(n_classes=21)\n",
    "\n",
    "# Load Weights\n",
    "device = torch.device(\"cuda\")\n",
    "state = convert_state_dict(torch.load('reddilated_fcn8s_pascal_all/reduced_fcn8s_pascal_best_model.pkl')['model_state'])\n",
    "model.load_state_dict(state)\n",
    "model.eval()\n",
    "model.to(device)\n",
    "\n",
    "# Load Support Image and Label\n",
    "sprt_img = cv2.imread('AdaptiveMaskedProxies/samples/sprt_lfw_img.png')\n",
    "sprt_lbl = cv2.imread('AdaptiveMaskedProxies/samples/sprt_lfw_lbl.png', 0)\n",
    "\n",
    "# Load query image\n",
    "img = cv2.imread('AdaptiveMaskedProxies/samples/qry_lfw_img.png')\n",
    "\n",
    "# Create copies for visualization\n",
    "original_img = img.copy()\n",
    "original_sprt = sprt_img.copy()\n",
    "original_gt = sprt_lbl.copy()\n",
    "\n",
    "# preprocessing\n",
    "\n",
    "img = transform(img).unsqueeze(0)\n",
    "img = img.to(device)\n",
    "\n",
    "sprt_img = transform(sprt_img).unsqueeze(0)\n",
    "sprt_img = sprt_img.to(device)\n",
    "\n",
    "sprt_lbl = torch.from_numpy(np.array(sprt_lbl)).long()\n",
    "sprt_lbl[sprt_lbl == 255] = 0\n",
    "sprt_lbl = sprt_lbl.to(device).unsqueeze(0)\n",
    "\n",
    "# Infer on img\n",
    "model.imprint([sprt_img], [sprt_lbl], ncls=3)\n",
    "outputs = model(img)\n",
    "pred = outputs.data.max(1)[1].cpu().numpy()\n",
    "\n",
    "# Visualize Prediction\n",
    "plt.figure(3);plt.imshow(original_sprt[:,:,::-1]);\n",
    "plt.figure(4);plt.imshow(original_gt)\n",
    "plt.figure(2);plt.imshow(original_img[:,:,::-1]);\n",
    "plt.figure(1);plt.imshow(pred[0]);plt.show()\n"
   ]
  }
 ],
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